It reminds me of base R from 2010, and i thought dplyr had driven a stake through the heart of those approaches.

More generally, the API is large, all-consuming and not consistent. sklearn is best in class here, I rarely need to look things up whereas the pandas docs autocomplete in my browser after one or two characters.